Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 712 |
| Missing cells | 684 |
| Missing cells (%) | 8.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 202.5 KiB |
| Average record size in memory | 291.2 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 4 |
| Text | 2 |
Fare is highly overall correlated with familyMem | High correlation |
Parch is highly overall correlated with familyMem | High correlation |
Sex is highly overall correlated with Survived | High correlation |
SibSp is highly overall correlated with familyMem | High correlation |
Survived is highly overall correlated with Sex | High correlation |
familyMem is highly overall correlated with Fare and 2 other fields | High correlation |
Age has 131 (18.4%) missing values | Missing |
Cabin has 551 (77.4%) missing values | Missing |
PassengerId is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
SibSp has 488 (68.5%) zeros | Zeros |
Parch has 538 (75.6%) zeros | Zeros |
Fare has 9 (1.3%) zeros | Zeros |
familyMem has 428 (60.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-13 16:21:43.628580 |
|---|---|
| Analysis finished | 2025-07-13 16:21:48.586734 |
| Duration | 4.96 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
PassengerId
Real number (ℝ)
Uniform Unique
| Distinct | 712 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445.56882 |
| Minimum | 1 |
|---|---|
| Maximum | 890 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 52.55 |
| Q1 | 220.75 |
| median | 441.5 |
| Q3 | 666.25 |
| 95-th percentile | 841.45 |
| Maximum | 890 |
| Range | 889 |
| Interquartile range (IQR) | 445.5 |
Descriptive statistics
| Standard deviation | 257.00666 |
|---|---|
| Coefficient of variation (CV) | 0.57680577 |
| Kurtosis | -1.2211051 |
| Mean | 445.56882 |
| Median Absolute Deviation (MAD) | 224 |
| Skewness | 0.0040507375 |
| Sum | 317245 |
| Variance | 66052.426 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 248 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 414 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 670 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 718 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 608 | 1 | 0.1% |
| 516 | 1 | 0.1% |
| Other values (702) | 702 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 7 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 |
| Value | Count | Frequency (%) |
| 890 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 882 | 1 | |
| 881 | 1 | |
| 880 | 1 | |
| 879 | 1 | |
| 877 | 1 | |
| 873 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 400 | |
| 1 | 169 | |
| 2 | 143 | 20.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 400 | |
| 1 | 169 | |
| 2 | 143 | 20.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 400 | |
| 1 | 169 | |
| 2 | 143 | 20.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 712 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 400 | |
| 1 | 169 | |
| 2 | 143 | 20.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 712 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 400 | |
| 1 | 169 | |
| 2 | 143 | 20.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 712 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 400 | |
| 1 | 169 | |
| 2 | 143 | 20.1% |
Sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.1 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.6966292 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | female |
|---|---|
| 2nd row | female |
| 3rd row | male |
| 4th row | male |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 464 | |
| female | 248 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 464 | |
| female | 248 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 960 | |
| m | 712 | |
| a | 712 | |
| l | 712 | |
| f | 248 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3344 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 960 | |
| m | 712 | |
| a | 712 | |
| l | 712 | |
| f | 248 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3344 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 960 | |
| m | 712 | |
| a | 712 | |
| l | 712 | |
| f | 248 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3344 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 960 | |
| m | 712 | |
| a | 712 | |
| l | 712 | |
| f | 248 | 7.4% |
Age
Real number (ℝ)
Missing
| Distinct | 85 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 131 |
| Missing (%) | 18.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.234079 |
| Minimum | 0.42 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 20 |
| median | 28 |
| Q3 | 37 |
| 95-th percentile | 56 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 14.345728 |
|---|---|
| Coefficient of variation (CV) | 0.49071932 |
| Kurtosis | 0.23012296 |
| Mean | 29.234079 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.42229824 |
| Sum | 16985 |
| Variance | 205.7999 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18 | 24 | 3.4% |
| 24 | 23 | 3.2% |
| 19 | 20 | 2.8% |
| 25 | 20 | 2.8% |
| 28 | 20 | 2.8% |
| 21 | 20 | 2.8% |
| 30 | 18 | 2.5% |
| 22 | 18 | 2.5% |
| 36 | 17 | 2.4% |
| 31 | 17 | 2.4% |
| Other values (75) | 384 | |
| (Missing) | 131 | 18.4% |
| Value | Count | Frequency (%) |
| 0.42 | 1 | 0.1% |
| 0.75 | 2 | 0.3% |
| 0.83 | 2 | 0.3% |
| 0.92 | 1 | 0.1% |
| 1 | 5 | |
| 2 | 7 | |
| 3 | 5 | |
| 4 | 9 | |
| 5 | 4 | |
| 6 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 71 | 1 | 0.1% |
| 70.5 | 1 | 0.1% |
| 65 | 3 | |
| 64 | 2 | |
| 63 | 2 | |
| 62 | 4 | |
| 61 | 2 | |
| 60 | 2 |
SibSp
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52668539 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 488 |
| Zeros (%) | 68.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2.45 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1260207 |
|---|---|
| Coefficient of variation (CV) | 2.137938 |
| Kurtosis | 17.662706 |
| Mean | 0.52668539 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7091356 |
| Sum | 375 |
| Variance | 1.2679226 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 488 | |
| 1 | 164 | 23.0% |
| 2 | 24 | 3.4% |
| 4 | 15 | 2.1% |
| 3 | 10 | 1.4% |
| 8 | 6 | 0.8% |
| 5 | 5 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 488 | |
| 1 | 164 | 23.0% |
| 2 | 24 | 3.4% |
| 3 | 10 | 1.4% |
| 4 | 15 | 2.1% |
| 5 | 5 | 0.7% |
| 8 | 6 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 6 | 0.8% |
| 5 | 5 | 0.7% |
| 4 | 15 | 2.1% |
| 3 | 10 | 1.4% |
| 2 | 24 | 3.4% |
| 1 | 164 | 23.0% |
| 0 | 488 |
Parch
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.39606742 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 538 |
| Zeros (%) | 75.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.83549003 |
|---|---|
| Coefficient of variation (CV) | 2.1094642 |
| Kurtosis | 10.090856 |
| Mean | 0.39606742 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.8054592 |
| Sum | 282 |
| Variance | 0.69804358 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 96 | 13.5% |
| 2 | 65 | 9.1% |
| 5 | 5 | 0.7% |
| 4 | 4 | 0.6% |
| 3 | 3 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 538 | |
| 1 | 96 | 13.5% |
| 2 | 65 | 9.1% |
| 3 | 3 | 0.4% |
| 4 | 4 | 0.6% |
| 5 | 5 | 0.7% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.7% |
| 4 | 4 | 0.6% |
| 3 | 3 | 0.4% |
| 2 | 65 | 9.1% |
| 1 | 96 | 13.5% |
| 0 | 538 |
Ticket
Text
| Distinct | 565 |
|---|---|
| Distinct (%) | 79.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.4 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 6.6488764 |
| Min length | 3 |
Unique
| Unique | 469 ? |
|---|---|
| Unique (%) | 65.9% |
Sample
| 1st row | 250649 |
|---|---|
| 2nd row | C.A. 29395 |
| 3rd row | 244367 |
| 4th row | 364512 |
| 5th row | 14973 |
| Value | Count | Frequency (%) |
| pc | 42 | 4.7% |
| c.a | 22 | 2.5% |
| a/5 | 14 | 1.6% |
| ca | 13 | 1.5% |
| ston/o | 9 | 1.0% |
| 2 | 9 | 1.0% |
| soton/o.q | 7 | 0.8% |
| 1601 | 7 | 0.8% |
| soton/oq | 6 | 0.7% |
| sc/paris | 6 | 0.7% |
| Other values (586) | 752 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 592 | |
| 1 | 567 | |
| 2 | 468 | |
| 7 | 383 | |
| 4 | 374 | |
| 6 | 339 | 7.2% |
| 0 | 323 | 6.8% |
| 5 | 302 | 6.4% |
| 9 | 266 | 5.6% |
| 8 | 229 | 4.8% |
| Other values (22) | 891 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4734 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 592 | |
| 1 | 567 | |
| 2 | 468 | |
| 7 | 383 | |
| 4 | 374 | |
| 6 | 339 | 7.2% |
| 0 | 323 | 6.8% |
| 5 | 302 | 6.4% |
| 9 | 266 | 5.6% |
| 8 | 229 | 4.8% |
| Other values (22) | 891 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4734 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 592 | |
| 1 | 567 | |
| 2 | 468 | |
| 7 | 383 | |
| 4 | 374 | |
| 6 | 339 | 7.2% |
| 0 | 323 | 6.8% |
| 5 | 302 | 6.4% |
| 9 | 266 | 5.6% |
| 8 | 229 | 4.8% |
| Other values (22) | 891 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4734 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 592 | |
| 1 | 567 | |
| 2 | 468 | |
| 7 | 383 | |
| 4 | 374 | |
| 6 | 339 | 7.2% |
| 0 | 323 | 6.8% |
| 5 | 302 | 6.4% |
| 9 | 266 | 5.6% |
| 8 | 229 | 4.8% |
| Other values (22) | 891 |
Fare
Real number (ℝ)
High correlation Zeros
| Distinct | 223 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.526451 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 9 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.8958 |
| median | 14.45625 |
| Q3 | 31 |
| 95-th percentile | 110.8833 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.1042 |
Descriptive statistics
| Standard deviation | 51.439367 |
|---|---|
| Coefficient of variation (CV) | 1.5814627 |
| Kurtosis | 35.08937 |
| Mean | 32.526451 |
| Median Absolute Deviation (MAD) | 6.86665 |
| Skewness | 4.9748814 |
| Sum | 23158.833 |
| Variance | 2646.0085 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 37 | 5.2% |
| 7.8958 | 32 | 4.5% |
| 8.05 | 30 | 4.2% |
| 7.75 | 28 | 3.9% |
| 26 | 25 | 3.5% |
| 10.5 | 17 | 2.4% |
| 7.925 | 14 | 2.0% |
| 7.2292 | 13 | 1.8% |
| 7.8542 | 13 | 1.8% |
| 26.55 | 13 | 1.8% |
| Other values (213) | 490 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 4.0125 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 1 | 0.1% |
| 6.45 | 1 | 0.1% |
| 6.4958 | 2 | 0.3% |
| 6.75 | 2 | 0.3% |
| 6.8583 | 1 | 0.1% |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 1 | 0.1% |
| 247.5208 | 2 | |
| 227.525 | 2 | |
| 221.7792 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 211.3375 | 2 | |
| 164.8667 | 2 | |
| 153.4625 | 2 |
Cabin
Text
Missing
| Distinct | 125 |
|---|---|
| Distinct (%) | 77.6% |
| Missing | 551 |
| Missing (%) | 77.4% |
| Memory size | 47.2 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 3 |
| Mean length | 3.6149068 |
| Min length | 1 |
Unique
| Unique | 96 ? |
|---|---|
| Unique (%) | 59.6% |
Sample
| 1st row | F33 |
|---|---|
| 2nd row | C93 |
| 3rd row | C118 |
| 4th row | E44 |
| 5th row | D33 |
| Value | Count | Frequency (%) |
| c23 | 4 | 2.1% |
| c27 | 4 | 2.1% |
| c25 | 4 | 2.1% |
| f | 4 | 2.1% |
| c22 | 3 | 1.6% |
| c26 | 3 | 1.6% |
| f33 | 3 | 1.6% |
| b96 | 3 | 1.6% |
| b98 | 3 | 1.6% |
| f2 | 3 | 1.6% |
| Other values (128) | 156 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 63 | |
| 2 | 53 | 9.1% |
| 3 | 51 | 8.8% |
| B | 47 | 8.1% |
| 1 | 43 | 7.4% |
| 6 | 40 | 6.9% |
| 5 | 38 | 6.5% |
| 7 | 31 | 5.3% |
| 8 | 30 | 5.2% |
| 29 | 5.0% | |
| Other values (9) | 157 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 582 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 63 | |
| 2 | 53 | 9.1% |
| 3 | 51 | 8.8% |
| B | 47 | 8.1% |
| 1 | 43 | 7.4% |
| 6 | 40 | 6.9% |
| 5 | 38 | 6.5% |
| 7 | 31 | 5.3% |
| 8 | 30 | 5.2% |
| 29 | 5.0% | |
| Other values (9) | 157 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 582 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 63 | |
| 2 | 53 | 9.1% |
| 3 | 51 | 8.8% |
| B | 47 | 8.1% |
| 1 | 43 | 7.4% |
| 6 | 40 | 6.9% |
| 5 | 38 | 6.5% |
| 7 | 31 | 5.3% |
| 8 | 30 | 5.2% |
| 29 | 5.0% | |
| Other values (9) | 157 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 582 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 63 | |
| 2 | 53 | 9.1% |
| 3 | 51 | 8.8% |
| B | 47 | 8.1% |
| 1 | 43 | 7.4% |
| 6 | 40 | 6.9% |
| 5 | 38 | 6.5% |
| 7 | 31 | 5.3% |
| 8 | 30 | 5.2% |
| 29 | 5.0% | |
| Other values (9) | 157 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | S |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 513 | |
| C | 139 | 19.5% |
| Q | 58 | 8.1% |
| (Missing) | 2 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 513 | |
| c | 139 | 19.6% |
| q | 58 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 513 | |
| C | 139 | 19.6% |
| Q | 58 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 710 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 513 | |
| C | 139 | 19.6% |
| Q | 58 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 710 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 513 | |
| C | 139 | 19.6% |
| Q | 58 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 710 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 513 | |
| C | 139 | 19.6% |
| Q | 58 | 8.2% |
Survived
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 439 | |
| 1 | 273 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 439 | |
| 1 | 273 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 439 | |
| 1 | 273 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 712 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 439 | |
| 1 | 273 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 712 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 439 | |
| 1 | 273 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 712 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 439 | |
| 1 | 273 |
familyMem
Real number (ℝ)
High correlation Zeros
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.92275281 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 428 |
| Zeros (%) | 60.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 27.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.658949 |
|---|---|
| Coefficient of variation (CV) | 1.797826 |
| Kurtosis | 8.8169438 |
| Mean | 0.92275281 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7181653 |
| Sum | 657 |
| Variance | 2.7521117 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 428 | |
| 1 | 130 | 18.3% |
| 2 | 82 | 11.5% |
| 3 | 20 | 2.8% |
| 5 | 19 | 2.7% |
| 6 | 11 | 1.5% |
| 4 | 10 | 1.4% |
| 10 | 6 | 0.8% |
| 7 | 6 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 428 | |
| 1 | 130 | 18.3% |
| 2 | 82 | 11.5% |
| 3 | 20 | 2.8% |
| 4 | 10 | 1.4% |
| 5 | 19 | 2.7% |
| 6 | 11 | 1.5% |
| 7 | 6 | 0.8% |
| 10 | 6 | 0.8% |
| Value | Count | Frequency (%) |
| 10 | 6 | 0.8% |
| 7 | 6 | 0.8% |
| 6 | 11 | 1.5% |
| 5 | 19 | 2.7% |
| 4 | 10 | 1.4% |
| 3 | 20 | 2.8% |
| 2 | 82 | 11.5% |
| 1 | 130 | 18.3% |
| 0 | 428 |
Interactions
Correlations
| Age | Embarked | Fare | Parch | PassengerId | Pclass | Sex | SibSp | Survived | familyMem | |
|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.116 | 0.115 | -0.259 | 0.032 | 0.260 | 0.093 | -0.200 | 0.151 | -0.241 |
| Embarked | 0.116 | 1.000 | 0.190 | 0.059 | 0.000 | 0.258 | 0.098 | 0.067 | 0.167 | 0.079 |
| Fare | 0.115 | 0.190 | 1.000 | 0.407 | -0.042 | 0.470 | 0.187 | 0.441 | 0.277 | 0.527 |
| Parch | -0.259 | 0.059 | 0.407 | 1.000 | -0.022 | 0.000 | 0.254 | 0.452 | 0.158 | 0.808 |
| PassengerId | 0.032 | 0.000 | -0.042 | -0.022 | 1.000 | 0.047 | 0.092 | -0.082 | 0.095 | -0.078 |
| Pclass | 0.260 | 0.258 | 0.470 | 0.000 | 0.047 | 1.000 | 0.139 | 0.139 | 0.336 | 0.136 |
| Sex | 0.093 | 0.098 | 0.187 | 0.254 | 0.092 | 0.139 | 1.000 | 0.224 | 0.541 | 0.220 |
| SibSp | -0.200 | 0.067 | 0.441 | 0.452 | -0.082 | 0.139 | 0.224 | 1.000 | 0.175 | 0.844 |
| Survived | 0.151 | 0.167 | 0.277 | 0.158 | 0.095 | 0.336 | 0.541 | 0.175 | 1.000 | 0.197 |
| familyMem | -0.241 | 0.079 | 0.527 | 0.808 | -0.078 | 0.136 | 0.220 | 0.844 | 0.197 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| PassengerId | Pclass | Sex | Age | SibSp | Parch | Ticket | Fare | Cabin | Embarked | Survived | familyMem | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 247 | 248 | 2 | female | 24.0 | 0 | 2 | 250649 | 14.5000 | NaN | S | 1 | 2 |
| 66 | 67 | 2 | female | 29.0 | 0 | 0 | C.A. 29395 | 10.5000 | F33 | S | 1 | 0 |
| 99 | 100 | 2 | male | 34.0 | 1 | 0 | 244367 | 26.0000 | NaN | S | 0 | 1 |
| 614 | 615 | 3 | male | 35.0 | 0 | 0 | 364512 | 8.0500 | NaN | S | 0 | 0 |
| 588 | 589 | 3 | male | 22.0 | 0 | 0 | 14973 | 8.0500 | NaN | S | 0 | 0 |
| 216 | 217 | 3 | female | 27.0 | 0 | 0 | STON/O2. 3101283 | 7.9250 | NaN | S | 1 | 0 |
| 326 | 327 | 3 | male | 61.0 | 0 | 0 | 345364 | 6.2375 | NaN | S | 0 | 0 |
| 224 | 225 | 1 | male | 38.0 | 1 | 0 | 19943 | 90.0000 | C93 | S | 1 | 1 |
| 431 | 432 | 3 | female | NaN | 1 | 0 | 376564 | 16.1000 | NaN | S | 1 | 1 |
| 471 | 472 | 3 | male | 38.0 | 0 | 0 | 315089 | 8.6625 | NaN | S | 0 | 0 |
| PassengerId | Pclass | Sex | Age | SibSp | Parch | Ticket | Fare | Cabin | Embarked | Survived | familyMem | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 658 | 659 | 2 | male | 23.0 | 0 | 0 | 29751 | 13.000 | NaN | S | 0 | 0 |
| 333 | 334 | 3 | male | 16.0 | 2 | 0 | 345764 | 18.000 | NaN | S | 0 | 2 |
| 166 | 167 | 1 | female | NaN | 0 | 1 | 113505 | 55.000 | E33 | S | 1 | 1 |
| 845 | 846 | 3 | male | 42.0 | 0 | 0 | C.A. 5547 | 7.550 | NaN | S | 0 | 0 |
| 214 | 215 | 3 | male | NaN | 1 | 0 | 367229 | 7.750 | NaN | Q | 0 | 1 |
| 590 | 591 | 3 | male | 35.0 | 0 | 0 | STON/O 2. 3101273 | 7.125 | NaN | S | 0 | 0 |
| 475 | 476 | 1 | male | NaN | 0 | 0 | 110465 | 52.000 | A14 | S | 0 | 0 |
| 90 | 91 | 3 | male | 29.0 | 0 | 0 | 343276 | 8.050 | NaN | S | 0 | 0 |
| 193 | 194 | 2 | male | 3.0 | 1 | 1 | 230080 | 26.000 | F2 | S | 1 | 2 |
| 300 | 301 | 3 | female | NaN | 0 | 0 | 9234 | 7.750 | NaN | Q | 1 | 0 |